{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ea84c7b9-1065-4ceb-915f-426b1a72959f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "var openDigger = require('../src/open_digger');\n",
    "var year = 2021, startYear = 2017;\n",
    "var years = Array.from({ length: year - startYear + 1 }, (_, i) => i + startYear); // [2017, 2018, 2019, 2020, 2021]\n",
    "var chineseLabel = openDigger.label.getGitHubData([':regions/China']);\n",
    "var americaLabel = openDigger.label.getGitHubData([':regions/America']);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "891ba92f-967a-4a11-af40-aa6746e71896",
   "metadata": {},
   "source": [
    "# 2022 中国开源发展蓝皮书"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a709930f-c102-4728-9f41-d65825b3b872",
   "metadata": {},
   "source": [
    "## 总体情况"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c438454d-8755-4778-8f35-f65aad8c44f7",
   "metadata": {},
   "source": [
    "## 全球\n",
    "\n",
    "此处包含近五年全球 GitHub 日志事件总量、活跃仓库总量、活跃开发者总量的变化趋势。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a4c340f5-cbce-4459-bf7d-c8f7b157f742",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "mode": "scatter",
         "name": "日志事件数量",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          "408689310",
          "474577065",
          "599222021",
          "855632600",
          "976664406"
         ]
        },
        {
         "mode": "scatter",
         "name": "活跃仓库数量",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          "27690131",
          "33310891",
          "39745581",
          "54213148",
          "67048942"
         ],
         "yaxis": "y2"
        },
        {
         "mode": "scatter",
         "name": "活跃开发者数量",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          "8196702",
          "9748361",
          "11929921",
          "14540011",
          "17469293"
         ],
         "yaxis": "y3"
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "全球 GitHub 事件日志、活跃仓库、活跃开发者五年趋势图"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.23998294970161976,
          4.23998294970162
         ],
         "type": "category"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          361817578.776699,
          1023536137.2233009
         ],
         "type": "linear"
        },
        "yaxis2": {
         "anchor": "x",
         "autorange": true,
         "overlaying": "y",
         "range": [
          24442073.7815534,
          70296999.2184466
         ],
         "side": "right",
         "type": "linear"
        },
        "yaxis3": {
         "anchor": "x",
         "autorange": true,
         "overlaying": "y",
         "range": [
          7431488.17961165,
          18234506.82038835
         ],
         "side": "right",
         "type": "linear"
        }
       }
      },
      "image/png": "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"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`SELECT COUNT() AS event_count, COUNT(DISTINCT repo_id) AS active_repo_count, COUNT(DISTINCT actor_id) AS active_actor_count, toYear(created_at) AS year\n",
    "FROM gh_events WHERE year >= ${startYear} AND year <= ${year} GROUP BY year ORDER BY year`, { format: 'JSONEachRow' }).then(data => {\n",
    "    var eventCount = [], activeRepoCount = [], activeActorCount = [];\n",
    "    data.forEach(d => {\n",
    "        eventCount.push(d.event_count);\n",
    "        activeRepoCount.push(d.active_repo_count);\n",
    "        activeActorCount.push(d.active_actor_count);\n",
    "    });\n",
    "    openDigger.render.plotly([\n",
    "        {x: years, y: eventCount, mode: 'scatter', name: '日志事件数量'},\n",
    "        {x: years, y: activeRepoCount, mode: 'scatter', name: '活跃仓库数量', yaxis: 'y2'},\n",
    "        {x: years, y: activeActorCount, mode: 'scatter', name: '活跃开发者数量', yaxis: 'y3'},\n",
    "    ], {\n",
    "        title: '全球 GitHub 事件日志、活跃仓库、活跃开发者五年趋势图',\n",
    "        yaxis2: { overlaying: 'y', side: 'right', anchor: 'x' },\n",
    "        yaxis3: { overlaying: 'y', side: 'right', anchor: 'x' },\n",
    "        xaxis: {type: 'category'}\n",
    "    });\n",
    "});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48a1789d-017a-4350-9eff-818014cac309",
   "metadata": {
    "tags": []
   },
   "source": [
    "### 中国\n",
    "\n",
    "此节包含近五年中国项目在 GitHub 日志的事件总量、活跃仓库数量、活跃在中国项目上的开发者总量的变化趋势。\n",
    "\n",
    "通过统计全域 GitHub 事件日志，可以看到近 5 年全球开源的总体活跃情况和活跃仓库数量都在明显上升，特别是疫情后，有一个加速上升的趋势。同时活跃仓库数量，目前保持着大约 24% 左右的增速，显示了全球开源发展中的增速。\n",
    "\n",
    "中国同样，在经历了疫情前后的快速增长后，开始处于一个平稳的增长期。不过随着 2021 年国家各项政策性意见的出台、中国自己的基金会成立、大企业对开源的大力投入、以开源为主的初创企业的大量涌现等，相信接下来中国又会进入到一个快速的增长期。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "30fe695c-09f0-4afe-b63a-6a2cb64ed133",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "mode": "scatter",
         "name": "日志事件数量",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          "1235132",
          "1712772",
          "2769328",
          "3076740",
          "3385869"
         ]
        },
        {
         "mode": "scatter",
         "name": "活跃仓库数量",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          "3358",
          "4330",
          "5842",
          "6860",
          "7544"
         ],
         "yaxis": "y2"
        },
        {
         "mode": "scatter",
         "name": "活跃开发者数量",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          "227217",
          "306550",
          "439046",
          "420123",
          "407201"
         ],
         "yaxis": "y3"
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "中国项目 GitHub 事件日志、活跃仓库、活跃开发者五年趋势图"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.23998294970161976,
          4.23998294970162
         ],
         "type": "category"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          1057643.995145631,
          3563357.004854369
         ],
         "type": "linear"
        },
        "yaxis2": {
         "anchor": "x",
         "autorange": true,
         "overlaying": "y",
         "range": [
          3012.5533980582522,
          7889.446601941748
         ],
         "side": "right",
         "type": "linear"
        },
        "yaxis3": {
         "anchor": "x",
         "autorange": true,
         "overlaying": "y",
         "range": [
          209735.96601941748,
          456527.03398058255
         ],
         "side": "right",
         "type": "linear"
        }
       }
      },
      "image/png": "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"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`SELECT COUNT() AS event_count, COUNT(DISTINCT repo_id) AS active_repo_count, COUNT(DISTINCT actor_id) AS active_actor_count, toYear(created_at) AS year\n",
    "FROM gh_events WHERE year >= ${startYear} AND year <= ${year} AND (repo_id IN [${chineseLabel.githubRepos.join(',')}] OR org_id IN [${chineseLabel.githubOrgs.join(',')}]) GROUP BY year ORDER BY year`, { format: 'JSONEachRow' }).then(data => {\n",
    "    var eventCount = [], activeRepoCount = [], activeActorCount = [];\n",
    "    data.forEach(d => {\n",
    "        eventCount.push(d.event_count);\n",
    "        activeRepoCount.push(d.active_repo_count);\n",
    "        activeActorCount.push(d.active_actor_count);\n",
    "    });\n",
    "    openDigger.render.plotly([\n",
    "        {x: years, y: eventCount, mode: 'scatter', name: '日志事件数量'},\n",
    "        {x: years, y: activeRepoCount, mode: 'scatter', name: '活跃仓库数量', yaxis: 'y2'},\n",
    "        {x: years, y: activeActorCount, mode: 'scatter', name: '活跃开发者数量', yaxis: 'y3'},\n",
    "    ], {\n",
    "        title: '中国项目 GitHub 事件日志、活跃仓库、活跃开发者五年趋势图',\n",
    "        yaxis2: { overlaying: 'y', side: 'right', anchor: 'x' },\n",
    "        yaxis3: { overlaying: 'y', side: 'right', anchor: 'x' },\n",
    "        xaxis: {type: 'category'}\n",
    "    });\n",
    "});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a16179de-4e61-4659-b200-9d8e0ff838a6",
   "metadata": {},
   "source": [
    "## 中美企业对比"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef22c9b2-cd3b-4642-9100-bf9ab8e79fc1",
   "metadata": {},
   "source": [
    "### 美国企业活跃度 Top 10\n",
    "\n",
    "为了更好的展现中国企业在全球范围下的开源贡献整体水平，本报告通过对比美国头部企业参与开源贡献的数据来进行分析，四张表分别为：美国活跃度排名前十的开源贡献企业、中国活跃度排名前十的开源贡献企业、美国开源影响力排名前十的企业、以及中国开源影响力排名前十的企业，可以看到：\n",
    "\n",
    "- 美国的传统互联网大企业任然是活跃度与影响力排名靠前的主要来源。在项目平均活跃度下，Google 依然是世界上平均活跃度最高的企业；而微软由于已使用 GitHub 作为大部分团队的日常开发平台，故项目数量较大，总活跃度第一；著名的开源独角兽公司 HashiCorp 也榜上有名。\n",
    "- 中国的情况则是阿里巴巴的项目数量和总活跃度均为国内企业第一，但整体项目体量以及活跃度总量距离美国 Google 等大企业还有一定的差距；而中国的开源初创企业和项目则表现抢眼，按照项目平均活跃度，可以看到如 PingCAP（tidb，tikv）、Baidu（PaddlePaddle）、QingCloud（KubeSphere）、Vesoft（Nebula Graph）都脱颖而出。\n",
    "- 从活跃度指标总的来看，虽然体量上中国和美国有一定的差距，但在项目平均活跃度上则水平相当，因此中国需要继续大力培育孵化好的开源项目。\n",
    "- 影响力指标更关注开发者生态，在影响力指标下，大体趋势和活跃度指标下的一样，体量上中美存在一定差距，在项目平均影响力上则相当，其中中国企业中有赞脱颖而出，其主要的开源项目 vant 有着相当不错的开发者生态。\n",
    "\n",
    "进一步，本报告也详细分析了中国企业近 5 年的开源发展趋势，包括活跃度趋势与影响力趋势。可以看到阿里巴巴、百度、蚂蚁三家企业长期名列前茅；阿里长期排名榜首，而百度近几年也明显加大了对开源贡献的投入，初创企业 PingCAP 也是一直稳居第四的位置。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bb0a0644-f9ad-4a91-b8ad-4974710248a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌─────────┬──────┬──────────────┬────────────┐\n",
      "│ (index) │ 排名 │     公司     │ 年度活跃度 │\n",
      "├─────────┼──────┼──────────────┼────────────┤\n",
      "│    0    │  1   │ 'Microsoft'  │ 592091.71  │\n",
      "│    1    │  2   │   'Google'   │ 385694.39  │\n",
      "│    2    │  3   │   'Amazon'   │ 225401.87  │\n",
      "│    3    │  4   │    'Meta'    │ 138784.66  │\n",
      "│    4    │  5   │ 'HarshiCorp' │  79658.86  │\n",
      "│    5    │  6   │    'IBM'     │  75778.94  │\n",
      "│    6    │  7   │   'VMWare'   │  74139.86  │\n",
      "│    7    │  8   │  'Mozilla'   │  62767.1   │\n",
      "│    8    │  9   │   'Adobe'    │  54025.78  │\n",
      "│    9    │  10  │   'Oracle'   │  44588.43  │\n",
      "└─────────┴──────┴──────────────┴────────────┘\n"
     ]
    }
   ],
   "source": [
    "openDigger.index.activity.getRepoActivity({\n",
    "    labelUnion: [':regions/America'],\n",
    "    startYear: year, endYear: year, endMonth: 12,\n",
    "    groupBy: 'Company', groupTimeRange: 'year',\n",
    "    order: 'DESC',\n",
    "}).then(data => {\n",
    "    console.table(data.map((d, i) => {\n",
    "        return {\n",
    "            '排名': i + 1,\n",
    "            '公司': d.name,\n",
    "            '年度活跃度': d.activity[0],\n",
    "        };\n",
    "    }));\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42039d64-3443-4ece-bc2e-5ff8413d95b1",
   "metadata": {},
   "source": [
    "### 中国企业活跃度 Top 10\n",
    "\n",
    "按照项目平均活跃度，可以看到如 PingCAP（tidb，tikv）、Baidu（PaddlePaddle）、QingCloud（KubeSphere）、Vesoft（Nebula Graph）都脱颖而出，而阿里巴巴的项目数量和总活跃度均为国内企业第一。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "03900d21-3794-43a5-a3bf-c98063b61ae9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌─────────┬──────┬─────────────┬────────────┐\n",
      "│ (index) │ 排名 │    公司     │ 年度活跃度 │\n",
      "├─────────┼──────┼─────────────┼────────────┤\n",
      "│    0    │  1   │  'Alibaba'  │  78123.93  │\n",
      "│    1    │  2   │   'Baidu'   │  60318.46  │\n",
      "│    2    │  3   │ 'Ant group' │  56272.37  │\n",
      "│    3    │  4   │  'PingCAP'  │  46200.08  │\n",
      "│    4    │  5   │  'Tencent'  │  25694.97  │\n",
      "│    5    │  6   │ 'QingCloud' │  12411.97  │\n",
      "│    6    │  7   │  'Huawei'   │  10079.04  │\n",
      "│    7    │  8   │ 'Fit2Cloud' │   8983.5   │\n",
      "│    8    │  9   │  'Zilliz'   │  8606.92   │\n",
      "│    9    │  10  │  'Jina AI'  │  8588.99   │\n",
      "└─────────┴──────┴─────────────┴────────────┘\n"
     ]
    }
   ],
   "source": [
    "openDigger.index.activity.getRepoActivity({\n",
    "    labelIntersect: [':regions/China', 'Company'],\n",
    "    startYear: year, endYear: year, endMonth: 12,\n",
    "    groupBy: 'Company', groupTimeRange: 'year',\n",
    "    order: 'DESC'\n",
    "}).then(data => {\n",
    "    console.table(data.map((d, i) => {\n",
    "        return {\n",
    "            '排名': i + 1,\n",
    "            '公司': d.name,\n",
    "            '年度活跃度': d.activity[0],\n",
    "        };\n",
    "    }));\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "079bcca0-cb51-4ee8-baf5-fd9f7d8e54ca",
   "metadata": {},
   "source": [
    "### 美国企业影响力 Top 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "26c33071-79dc-4e58-9a59-e48e0937f50c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌─────────┬──────┬──────────────┬───────────┐\n",
      "│ (index) │ 排名 │     公司     │  影响力   │\n",
      "├─────────┼──────┼──────────────┼───────────┤\n",
      "│    0    │  1   │ 'Microsoft'  │ 237923.63 │\n",
      "│    1    │  2   │   'Google'   │ 161143.8  │\n",
      "│    2    │  3   │   'Amazon'   │ 74846.98  │\n",
      "│    3    │  4   │    'Meta'    │ 54182.47  │\n",
      "│    4    │  5   │ 'HarshiCorp' │ 30236.69  │\n",
      "│    5    │  6   │   'VMWare'   │ 24872.44  │\n",
      "│    6    │  7   │    'IBM'     │ 21868.56  │\n",
      "│    7    │  8   │  'Mozilla'   │ 20194.93  │\n",
      "│    8    │  9   │   'Adobe'    │ 17324.69  │\n",
      "│    9    │  10  │   'Oracle'   │ 10712.64  │\n",
      "└─────────┴──────┴──────────────┴───────────┘\n"
     ]
    }
   ],
   "source": [
    "openDigger.index.openrank.getRepoOpenrank({\n",
    "    labelUnion: [':regions/America'],\n",
    "    startYear: year, endYear: year, endMonth: 12,\n",
    "    groupBy: 'Company', groupTimeRange: 'year',\n",
    "    order: 'DESC',\n",
    "}).then(data => {\n",
    "    console.table(data.map((d, i) => {\n",
    "        return {\n",
    "            '排名': i + 1,\n",
    "            '公司': d.name,\n",
    "            '影响力': d.openrank[0],\n",
    "        };\n",
    "    }));\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28feb426-b761-4f61-a2dc-d41fc9503f51",
   "metadata": {},
   "source": [
    "### 中国企业影响力 Top 10\n",
    "\n",
    "影响力指标更关注开发者生态，在影响力指标下，中国企业中有赞脱颖而出，其主要的开源项目 vant 有着相当不错的开发者生态。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a9b3e96b-72df-469f-aa2b-0bb04a6719d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌─────────┬──────┬─────────────┬──────────┐\n",
      "│ (index) │ 排名 │    公司     │  影响力  │\n",
      "├─────────┼──────┼─────────────┼──────────┤\n",
      "│    0    │  1   │  'Alibaba'  │ 26997.84 │\n",
      "│    1    │  2   │ 'Ant group' │ 22115.01 │\n",
      "│    2    │  3   │   'Baidu'   │ 20941.26 │\n",
      "│    3    │  4   │  'PingCAP'  │ 9348.61  │\n",
      "│    4    │  5   │  'Tencent'  │ 9093.38  │\n",
      "│    5    │  6   │ 'Fit2Cloud' │ 3981.58  │\n",
      "│    6    │  7   │  'Huawei'   │ 3203.17  │\n",
      "│    7    │  8   │ 'QingCloud' │ 2778.12  │\n",
      "│    8    │  9   │    'JD'     │ 2569.72  │\n",
      "│    9    │  10  │  'Youzan'   │  2442.9  │\n",
      "└─────────┴──────┴─────────────┴──────────┘\n"
     ]
    }
   ],
   "source": [
    "openDigger.index.openrank.getRepoOpenrank({\n",
    "    labelIntersect: [':regions/China', 'Company'],\n",
    "    startYear: year, endYear: year, endMonth: 12,\n",
    "    groupBy: 'Company', groupTimeRange: 'year',\n",
    "    order: 'DESC',\n",
    "}).then(data => {\n",
    "    console.table(data.map((d, i) => {\n",
    "        return {\n",
    "            '排名': i + 1,\n",
    "            '公司': d.name,\n",
    "            '影响力': d.openrank[0],\n",
    "        };\n",
    "    }));\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26389f6b-dde4-4edb-bcd9-02443e9e4958",
   "metadata": {},
   "source": [
    "### 近五年中国企业活跃度 Top 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "90dd4d75-1f55-4858-b001-bb16c5e33924",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "name": "Alibaba",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          1,
          2,
          1,
          1,
          1
         ]
        },
        {
         "name": "Baidu",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          3,
          3,
          3,
          3,
          2
         ]
        },
        {
         "name": "Ant group",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          2,
          1,
          2,
          2,
          3
         ]
        },
        {
         "name": "PingCAP",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          4,
          4,
          4,
          4,
          4
         ]
        },
        {
         "name": "Tencent",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          5,
          5,
          5,
          5,
          5
         ]
        },
        {
         "name": "QingCloud",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          7,
          8,
          7,
          6,
          6
         ]
        },
        {
         "name": "Huawei",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          6,
          6,
          6,
          7,
          7
         ]
        },
        {
         "name": "Fit2Cloud",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          8,
          7,
          8,
          8,
          8
         ]
        },
        {
         "name": "Zilliz",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          null,
          null,
          9,
          9,
          9
         ]
        },
        {
         "name": "Jina AI",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          null,
          null,
          null,
          10,
          10
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "中国企业活跃度 Top 10 2017 - 2021"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.23961594656647886,
          4.239615946566479
         ],
         "type": "category"
        },
        "yaxis": {
         "autorange": true,
         "dtick": 1,
         "range": [
          10.742718446601941,
          0.25728155339805825
         ],
         "type": "linear"
        }
       }
      },
      "image/png": "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"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.index.activity.getRepoActivity({\n",
    "    labelIntersect: [':regions/China', 'Company'],\n",
    "    startYear, endYear: year, endMonth: 12,\n",
    "    groupBy: 'Company', groupTimeRange: 'year', order: 'DESC',\n",
    "}).then(data => {\n",
    "    openDigger.render.plotly(openDigger.getRank(data, d => d.name, d => d.activity).map(d => {\n",
    "        return {\n",
    "            x: years,\n",
    "            y: d.values,\n",
    "            name: d.name,\n",
    "            type: 'scatter'\n",
    "        };\n",
    "    }) , {title: `中国企业活跃度 Top 10 ${startYear} - ${year}`, xaxis: { type: 'category' }, yaxis: { autorange: 'reversed', dtick: 1 } })\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c702d4f5-86c2-48ce-9d1c-f809805242aa",
   "metadata": {},
   "source": [
    "### 近五年中国企业影响力 Top 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "31297677-7eff-40b5-a039-08dc00d093a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "name": "Alibaba",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          1,
          1,
          1,
          1,
          1
         ]
        },
        {
         "name": "Ant group",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          3,
          2,
          2,
          2,
          2
         ]
        },
        {
         "name": "Baidu",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          2,
          3,
          3,
          3,
          3
         ]
        },
        {
         "name": "PingCAP",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          5,
          5,
          5,
          5,
          4
         ]
        },
        {
         "name": "Tencent",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          4,
          4,
          4,
          4,
          5
         ]
        },
        {
         "name": "Fit2Cloud",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          8,
          9,
          9,
          8,
          6
         ]
        },
        {
         "name": "Huawei",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          6,
          7,
          8,
          9,
          7
         ]
        },
        {
         "name": "QingCloud",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          9,
          10,
          10,
          10,
          8
         ]
        },
        {
         "name": "JD",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          10,
          8,
          7,
          7,
          9
         ]
        },
        {
         "name": "Youzan",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          7,
          6,
          6,
          6,
          10
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "中国企业影响力 Top 10 2017 - 2021"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.23961594656647886,
          4.239615946566479
         ],
         "type": "category"
        },
        "yaxis": {
         "autorange": true,
         "dtick": 1,
         "range": [
          10.742718446601941,
          0.25728155339805825
         ],
         "type": "linear"
        }
       }
      },
      "image/png": "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"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.index.openrank.getRepoOpenrank({\n",
    "    labelIntersect: [':regions/China', 'Company'],\n",
    "    startYear, endYear: year,\n",
    "    endMonth: 12, groupBy: 'Company',\n",
    "    groupTimeRange: 'year', order : 'DESC',\n",
    "}).then(data => {\n",
    "    openDigger.render.plotly(openDigger.getRank(data, d => d.name, d => d.openrank).map(d => {\n",
    "        return {\n",
    "            x: years,\n",
    "            y: d.values,\n",
    "            name: d.name,\n",
    "            type: 'scatter'\n",
    "        };\n",
    "    }),{title: `中国企业影响力 Top 10 ${startYear} - ${year}`, xaxis: { type: 'category' }, yaxis: { autorange: 'reversed', dtick: 1 } })\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "952f15e9-b33a-4def-837f-84cd919fb7d9",
   "metadata": {},
   "source": [
    "## 中国项目情况"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b10d2046-d6d2-4748-9cae-8c397e28df9b",
   "metadata": {},
   "source": [
    "在开源项目洞察这块，同样根据活跃度和影响力，分别比较了全球和中国排名前 20 的开源项目，可以看到：\n",
    "\n",
    "- 在单个项目上，中国主导的开源项目的活跃度和影响力距离全球顶级开源项目的活跃度与影响力还有一定的差距，特别是在影响力方面，是一个需要长期建设的生态指标，需要我们最大限度的融入到全球开源生态里面发展我国的开源项目。\n",
    "- 中国主导的开源项目中，来自百度的 PaddlePaddle 相关的两个项目保持上升 活跃度与影响力均位列第一，pingCAP 旗下的两个开源项目（TiDB、TiKV）则表现不俗。\n",
    "- 在近 5 年的变化趋势上，活跃度方面，PaddlePaddle 相关的两个项目保持上升；影响力方面，阿里巴巴的 Nacos 和 PingCap 的 TiDB 则稳步上升。 "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da13c7f3-834b-4f89-8c1a-0adaf962afee",
   "metadata": {},
   "source": [
    "### GitHub 全球项目活跃度 Top 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "deb33f38-cdba-4e45-8781-cc4954c38c03",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌─────────┬──────────────────────────────────────────┬──────────┬───────────────┬────────────┬───────────┬────────────────┬─────────────┐\n",
      "│ (index) │                   name                   │ activity │ issue_comment │ open_issue │ open_pull │ review_comment │ merged_pull │\n",
      "├─────────┼──────────────────────────────────────────┼──────────┼───────────────┼────────────┼───────────┼────────────────┼─────────────┤\n",
      "│    0    │             'NixOS/nixpkgs'              │ 47446.63 │    '99757'    │   '4182'   │  '36695'  │    '43766'     │   '32582'   │\n",
      "│    1    │            'flutter/flutter'             │ 44646.53 │   '134227'    │  '14265'   │  '6787'   │    '10768'     │   '4667'    │\n",
      "│    2    │            'microsoft/vscode'            │ 42989.58 │    '87009'    │  '21869'   │  '2337'   │     '3137'     │   '1728'    │\n",
      "│    3    │          'home-assistant/core'           │ 40646.64 │    '78457'    │   '6758'   │  '9825'   │    '33373'     │   '8494'    │\n",
      "│    4    │        'MicrosoftDocs/azure-docs'        │ 38678.16 │    '57770'    │  '11470'   │  '4732'   │     '1156'     │   '2955'    │\n",
      "│    5    │         'kubernetes/kubernetes'          │ 31651.94 │   '170259'    │   '2688'   │  '6231'   │    '28311'     │   '4123'    │\n",
      "│    6    │             'dotnet/runtime'             │ 29480.49 │    '84577'    │   '7271'   │  '7781'   │    '33131'     │   '6709'    │\n",
      "│    7    │            'pytorch/pytorch'             │ 29396.25 │    '83070'    │   '5551'   │  '13112'  │    '37364'     │    '502'    │\n",
      "│    8    │             'elastic/kibana'             │ 28636.11 │   '144525'    │   '9710'   │  '21571'  │    '37248'     │   '20079'   │\n",
      "│    9    │             'rust-lang/rust'             │ 24623.04 │    '96084'    │   '4349'   │  '6505'   │    '18172'     │   '2756'    │\n",
      "│   10    │         'tensorflow/tensorflow'          │ 20196.8  │    '40750'    │   '3996'   │  '2746'   │     '5164'     │   '2194'    │\n",
      "│   11    │ 'firstcontributions/first-contributions' │ 19876.5  │    '8111'     │   '107'    │  '9037'   │     '203'      │   '7292'    │\n",
      "│   12    │       'zephyrproject-rtos/zephyr'        │ 19387.15 │    '26698'    │   '2638'   │  '6474'   │    '26806'     │   '5397'    │\n",
      "│   13    │    'education/GitHubGraduation-2021'     │ 18178.92 │    '2962'     │   '214'    │  '8798'   │      '49'      │   '6727'    │\n",
      "│   14    │               'odoo/odoo'                │ 17777.92 │    '54786'    │   '1148'   │  '15225'  │    '21704'     │    '36'     │\n",
      "│   15    │    'DefinitelyTyped/DefinitelyTyped'     │ 17180.67 │    '44698'    │   '448'    │  '5695'   │     '5408'     │   '4904'    │\n",
      "│   16    │            'grafana/grafana'             │ 17107.1  │    '22885'    │   '3858'   │  '7456'   │    '14843'     │   '6514'    │\n",
      "│   17    │           'godotengine/godot'            │ 17092.99 │    '40263'    │   '4984'   │  '5519'   │     '7936'     │   '4430'    │\n",
      "│   18    │        'openshift/openshift-docs'        │ 16441.27 │    '32920'    │   '543'    │  '9838'   │    '23461'     │   '9000'    │\n",
      "│   19    │           'trustwallet/assets'           │ 16168.77 │    '49033'    │   '290'    │  '10467'  │     '104'      │   '3133'    │\n",
      "└─────────┴──────────────────────────────────────────┴──────────┴───────────────┴────────────┴───────────┴────────────────┴─────────────┘\n"
     ]
    }
   ],
   "source": [
    "openDigger.index.activity.getRepoActivity({\n",
    "    startYear: year, endYear: year, startMonth: 1, endMonth: 12,\n",
    "    groupTimeRange: 'year', limit: 20, order: 'DESC',\n",
    "}).then(data => console.table(data.map(d => {\n",
    "    return {\n",
    "        name: d.name,\n",
    "        activity: d.activity[0],\n",
    "        issue_comment: d.issue_comment[0],\n",
    "        open_issue: d.open_issue[0],\n",
    "        open_pull: d.open_pull[0],\n",
    "        review_comment: d.review_comment[0],\n",
    "        merged_pull: d.merged_pull[0],\n",
    "    };\n",
    "})));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed4d7437-b480-43f8-907b-cc3bbc5288b7",
   "metadata": {},
   "source": [
    "### GitHub 中国项目活跃度 Top 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0623715d-bbdb-4ae2-8538-fffdc54d1e91",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌─────────┬────────────────────────────────┬──────────┬───────────────┬────────────┬───────────┬────────────────┬─────────────┐\n",
      "│ (index) │              name              │ activity │ issue_comment │ open_issue │ open_pull │ review_comment │ merged_pull │\n",
      "├─────────┼────────────────────────────────┼──────────┼───────────────┼────────────┼───────────┼────────────────┼─────────────┤\n",
      "│    0    │     'PaddlePaddle/Paddle'      │ 13291.71 │    '19651'    │   '1871'   │  '5955'   │    '10121'     │   '4062'    │\n",
      "│    1    │         'pingcap/tidb'         │ 11451.6  │    '63588'    │   '3425'   │  '4879'   │    '11543'     │   '3833'    │\n",
      "│    2    │    'ant-design/ant-design'     │ 8769.58  │    '13693'    │   '2682'   │  '1321'   │     '1072'     │    '959'    │\n",
      "│    3    │         'apache/flink'         │ 8519.73  │    '14557'    │    '0'     │  '3414'   │    '14580'     │   '1589'    │\n",
      "│    4    │        'apache/pulsar'         │ 6824.27  │    '13483'    │   '1361'   │  '2761'   │     '6922'     │   '2373'    │\n",
      "│    5    │          'apache/tvm'          │  6328.7  │    '7296'     │   '394'    │  '1975'   │     '8974'     │   '1731'    │\n",
      "│    6    │    'PaddlePaddle/PaddleOCR'    │ 5366.98  │    '8410'     │   '2420'   │   '836'   │     '643'      │    '695'    │\n",
      "│    7    │       'milvus-io/milvus'       │ 5048.74  │    '30913'    │   '1990'   │  '6119'   │     '906'      │   '5617'    │\n",
      "│    8    │    'open-mmlab/mmdetection'    │ 5007.06  │    '6830'     │   '1677'   │   '661'   │     '2797'     │    '496'    │\n",
      "│    9    │    'apache/shardingsphere'     │ 4952.83  │    '8840'     │   '1794'   │  '3249'   │     '2415'     │   '2984'    │\n",
      "│   10    │          'tikv/tikv'           │ 4763.19  │    '18776'    │   '636'    │  '1510'   │     '4472'     │   '1104'    │\n",
      "│   11    │        'alibaba/nacos'         │ 4642.06  │    '6792'     │   '1785'   │   '947'   │     '499'      │    '662'    │\n",
      "│   12    │  'ant-design/pro-components'   │ 4374.38  │    '7670'     │   '1977'   │   '730'   │     '171'      │    '667'    │\n",
      "│   13    │         'NervJS/taro'          │ 4360.87  │    '5393'     │   '1401'   │   '760'   │     '199'      │    '581'    │\n",
      "│   14    │        'apache/echarts'        │ 4318.89  │    '8029'     │   '1898'   │   '319'   │     '375'      │    '261'    │\n",
      "│   15    │     'Oneflow-Inc/oneflow'      │  4273.2  │    '4519'     │   '191'    │  '2652'   │    '11129'     │   '2094'    │\n",
      "│   16    │        'apache/apisix'         │ 4105.58  │    '7007'     │   '1177'   │  '1213'   │     '4140'     │   '1043'    │\n",
      "│   17    │       'pingcap/docs-cn'        │ 4001.18  │    '13600'    │    '99'    │  '2573'   │     '5610'     │   '2180'    │\n",
      "│   18    │   'apache/dolphinscheduler'    │ 3868.16  │    '10234'    │   '1472'   │  '1554'   │     '1434'     │   '1264'    │\n",
      "│   19    │ 'PaddlePaddle/PaddleDetection' │ 3844.44  │    '5996'     │   '1689'   │  '1198'   │     '1314'     │    '989'    │\n",
      "└─────────┴────────────────────────────────┴──────────┴───────────────┴────────────┴───────────┴────────────────┴─────────────┘\n"
     ]
    }
   ],
   "source": [
    "openDigger.index.activity.getRepoActivity({\n",
    "    labelUnion: [':regions/China'],\n",
    "    startYear: year, endYear: year, startMonth: 1, endMonth: 12,\n",
    "    groupTimeRange: 'year', limit: 20, order: 'DESC',\n",
    "}).then(data => console.table(data.map(d => {\n",
    "    return {\n",
    "        name: d.name,\n",
    "        activity: d.activity[0],\n",
    "        issue_comment: d.issue_comment[0],\n",
    "        open_issue: d.open_issue[0],\n",
    "        open_pull: d.open_pull[0],\n",
    "        review_comment: d.review_comment[0],\n",
    "        merged_pull: d.merged_pull[0],\n",
    "    };\n",
    "})));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8758e7b3-23e6-4465-8e4e-aa5337eb08a7",
   "metadata": {},
   "source": [
    "### GitHub 全球项目影响力 Top 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e4619846-2998-44b1-84b3-f5f04db4ed31",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌─────────┬───────────────────────────────────┬───────────┐\n",
      "│ (index) │               name                │ open_rank │\n",
      "├─────────┼───────────────────────────────────┼───────────┤\n",
      "│    0    │         'flutter/flutter'         │  24308.7  │\n",
      "│    1    │       'home-assistant/core'       │ 20570.64  │\n",
      "│    2    │          'NixOS/nixpkgs'          │ 20413.31  │\n",
      "│    3    │        'microsoft/vscode'         │ 18565.14  │\n",
      "│    4    │         'pytorch/pytorch'         │ 16227.35  │\n",
      "│    5    │    'MicrosoftDocs/azure-docs'     │ 15987.61  │\n",
      "│    6    │         'dotnet/runtime'          │ 15063.68  │\n",
      "│    7    │      'kubernetes/kubernetes'      │ 13484.14  │\n",
      "│    8    │            'odoo/odoo'            │ 11960.45  │\n",
      "│    9    │         'elastic/kibana'          │ 11731.84  │\n",
      "│   10    │         'rust-lang/rust'          │ 10332.07  │\n",
      "│   11    │      'tensorflow/tensorflow'      │  9423.25  │\n",
      "│   12    │         'grafana/grafana'         │  9388.1   │\n",
      "│   13    │        'godotengine/godot'        │  8911.33  │\n",
      "│   14    │ 'DefinitelyTyped/DefinitelyTyped' │  7596.26  │\n",
      "│   15    │       'microsoft/PowerToys'       │  7493.91  │\n",
      "│   16    │     'Homebrew/homebrew-core'      │  7403.37  │\n",
      "│   17    │       'elementor/elementor'       │  7310.76  │\n",
      "│   18    │          'dotnet/roslyn'          │  7179.64  │\n",
      "│   19    │        'dotnet/aspnetcore'        │  6966.19  │\n",
      "└─────────┴───────────────────────────────────┴───────────┘\n"
     ]
    }
   ],
   "source": [
    "openDigger.index.openrank.getRepoOpenrank({\n",
    "    startYear: year, endYear: year, startMonth: 1, endMonth: 12,\n",
    "    groupTimeRange: 'year', limit: 20, order: 'DESC',\n",
    "}).then(data => console.table(data.map(d => {\n",
    "    return {\n",
    "        name: d.name,\n",
    "        open_rank: d.openrank[0],\n",
    "    };\n",
    "})));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "642b66b0-4f2c-4693-a2a7-9578551a3495",
   "metadata": {},
   "source": [
    "### GitHub 中国项目影响力 Top 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d48c9a24-8137-46c3-ba58-f3989da026a4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌─────────┬────────────────────────────────┬───────────┐\n",
      "│ (index) │              name              │ open_rank │\n",
      "├─────────┼────────────────────────────────┼───────────┤\n",
      "│    0    │    'ant-design/ant-design'     │  4451.46  │\n",
      "│    1    │     'PaddlePaddle/Paddle'      │  4394.88  │\n",
      "│    2    │         'pingcap/tidb'         │  2828.71  │\n",
      "│    3    │         'apache/flink'         │  2549.15  │\n",
      "│    4    │    'apache/shardingsphere'     │  2328.87  │\n",
      "│    5    │        'apache/pulsar'         │  2246.38  │\n",
      "│    6    │        'alibaba/nacos'         │  2232.96  │\n",
      "│    7    │          'apache/tvm'          │  2088.6   │\n",
      "│    8    │    'PaddlePaddle/PaddleOCR'    │  2080.04  │\n",
      "│    9    │    'open-mmlab/mmdetection'    │  2057.54  │\n",
      "│   10    │  'ant-design/pro-components'   │  2017.43  │\n",
      "│   11    │        'apache/echarts'        │  1904.61  │\n",
      "│   12    │         'NervJS/taro'          │  1866.69  │\n",
      "│   13    │      'taosdata/TDengine'       │  1578.5   │\n",
      "│   14    │         'youzan/vant'          │  1540.26  │\n",
      "│   15    │   'metersphere/metersphere'    │  1538.59  │\n",
      "│   16    │       'goharbor/harbor'        │  1471.12  │\n",
      "│   17    │         'apache/dubbo'         │  1377.13  │\n",
      "│   18    │ 'PaddlePaddle/PaddleDetection' │  1344.04  │\n",
      "│   19    │   'apache/dolphinscheduler'    │  1335.92  │\n",
      "└─────────┴────────────────────────────────┴───────────┘\n"
     ]
    }
   ],
   "source": [
    "openDigger.index.openrank.getRepoOpenrank({\n",
    "    labelUnion: [':regions/China'],\n",
    "    startYear: year, endYear: year, startMonth: 1, endMonth: 12,\n",
    "    groupTimeRange: 'year', limit: 20, order: 'DESC',\n",
    "}).then(data => console.table(data.map(d => {\n",
    "    return {\n",
    "        name: d.name,\n",
    "        open_rank: d.openrank[0],\n",
    "    };\n",
    "})));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1b412be-dd28-445d-8401-650a44373739",
   "metadata": {},
   "source": [
    "### 近五年中国活跃度 Top 10 项目变化趋势图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b2a6a0e8-43bd-42ae-8fb2-7379b483288f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "name": "PaddlePaddle/Paddle",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          2,
          2,
          2,
          2,
          1
         ]
        },
        {
         "name": "pingcap/tidb",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          4,
          3,
          4,
          3,
          2
         ]
        },
        {
         "name": "ant-design/ant-design",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          1,
          1,
          1,
          1,
          3
         ]
        },
        {
         "name": "apache/flink",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          3,
          4,
          3,
          4,
          4
         ]
        },
        {
         "name": "apache/pulsar",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          5,
          6,
          6,
          7,
          5
         ]
        },
        {
         "name": "apache/tvm",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          7,
          5,
          5,
          5,
          6
         ]
        },
        {
         "name": "PaddlePaddle/PaddleOCR",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          null,
          null,
          null,
          10,
          7
         ]
        },
        {
         "name": "milvus-io/milvus",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          null,
          null,
          9,
          9,
          8
         ]
        },
        {
         "name": "open-mmlab/mmdetection",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          null,
          8,
          7,
          6,
          9
         ]
        },
        {
         "name": "apache/shardingsphere",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          6,
          7,
          8,
          8,
          10
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "中国项目活跃度 Top 10 2017 - 2021"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.24137931034482757,
          4.241379310344827
         ],
         "type": "category"
        },
        "yaxis": {
         "autorange": true,
         "dtick": 1,
         "range": [
          10.742718446601941,
          0.25728155339805825
         ],
         "type": "linear"
        }
       }
      },
      "image/png": "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"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.index.activity.getRepoActivity({\n",
    "    labelUnion: [':regions/China'],\n",
    "    startYear, endYear: year, startMonth: 1, endMonth: 12,\n",
    "    groupTimeRange: 'year', limit: 10, order: 'DESC',\n",
    "}).then(data => {\n",
    "    openDigger.render.plotly(openDigger.getRank(data, d => d.name, d => d.activity).map(d => {\n",
    "        return {\n",
    "            x: years,\n",
    "            y: d.values,\n",
    "            name: d.name,\n",
    "            type: 'scatter'\n",
    "        };\n",
    "    }) , {title: `中国项目活跃度 Top 10 ${startYear} - ${year}`, xaxis: { type: 'category' }, yaxis: { autorange: 'reversed', dtick: 1 }  })\n",
    "});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2dcdc0ec-7396-476d-9e50-cda67d638bbd",
   "metadata": {},
   "source": [
    "### 近五年中国影响力 Top 10 项目变化趋势图\n",
    "\n",
    "PaddleOCR 在 2020 年开源以来，活跃度和影响力都飞速进步，很快就进入了顶级项目行列。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9b6fadc4-bb44-4b77-b744-0a08d2706279",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "name": "ant-design/ant-design",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          1,
          1,
          1,
          1,
          1
         ]
        },
        {
         "name": "PaddlePaddle/Paddle",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          2,
          2,
          2,
          2,
          2
         ]
        },
        {
         "name": "pingcap/tidb",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          4,
          4,
          4,
          4,
          3
         ]
        },
        {
         "name": "apache/flink",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          3,
          3,
          3,
          3,
          4
         ]
        },
        {
         "name": "apache/shardingsphere",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          6,
          7,
          9,
          5,
          5
         ]
        },
        {
         "name": "apache/pulsar",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          5,
          6,
          6,
          9,
          6
         ]
        },
        {
         "name": "alibaba/nacos",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          null,
          8,
          8,
          8,
          7
         ]
        },
        {
         "name": "apache/tvm",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          7,
          5,
          5,
          6,
          8
         ]
        },
        {
         "name": "PaddlePaddle/PaddleOCR",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          null,
          null,
          null,
          10,
          9
         ]
        },
        {
         "name": "open-mmlab/mmdetection",
         "type": "scatter",
         "x": [
          2017,
          2018,
          2019,
          2020,
          2021
         ],
         "y": [
          null,
          9,
          7,
          7,
          10
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "中国项目影响力 Top 10 2017 - 2021"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.24137931034482757,
          4.241379310344827
         ],
         "type": "category"
        },
        "yaxis": {
         "autorange": true,
         "dtick": 1,
         "range": [
          10.742718446601941,
          0.25728155339805825
         ],
         "type": "linear"
        }
       }
      },
      "image/png": "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"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.index.openrank.getRepoOpenrank({\n",
    "    labelUnion: [':regions/China'],\n",
    "    startYear, endYear: year, startMonth: 1, endMonth: 12,\n",
    "    groupTimeRange: 'year', limit: 10, order: 'DESC',\n",
    "}).then(data => {\n",
    "    openDigger.render.plotly(openDigger.getRank(data, d => d.name, d => d.openrank).map(d => {\n",
    "        return {\n",
    "            x: years,\n",
    "            y: d.values,\n",
    "            name: d.name,\n",
    "            type: 'scatter'\n",
    "        };\n",
    "    }) , {title: `中国项目影响力 Top 10 ${startYear} - ${year}`, xaxis: { type: 'category' }, yaxis: { autorange: 'reversed', dtick: 1 }  })\n",
    "});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "118ff21d-d366-4f2b-884c-616c8b22580f",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "JavaScript (Node.js)",
   "language": "javascript",
   "name": "javascript"
  },
  "language_info": {
   "file_extension": ".js",
   "mimetype": "application/javascript",
   "name": "javascript",
   "version": "16.13.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
